Public scan — anyone with this URL can view this analysis. Sign up to track your own repos privately, run scheduled re-scans, and get AI fix prompts via your dashboard.
Sign up free Scan another repo
206 of your 376 findings came from Repobility's proprietary detections. ✓ Repobility tags below mark them.
Upstream (GitHub) caused delay on this scan — not Repobility.
  • GitHub API rate-limited (HTTP 403) — preflight skipped, fell back to direct git clone.
  • Clone from GitHub took 87.99s for a 76.6 MB repo slow.
  • Repobility's analysis ran in 13.6s after the clone landed.

Shubhamsaboo/awesome-llm-apps

https://github.com/Shubhamsaboo/awesome-llm-apps · scanned 2026-06-05 05:31 UTC (8 hours, 9 minutes ago) · 10 languages

1041 findings (339 legacy + 702 scanner) 11/13 scanners ran 16th percentile · Python · large (100-500K LoC) Scanner says 46 (higher by 15)

File as issue Image v2 schema
UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 8 hours, 9 minutes ago · v2 · 690 findings from 2 sources. Findings combine the legacy security pipeline AND the multi-layer engine (atlas, wiring, flows, ranked) AND verified AI agent contributions.

JSON
Combined
56.7
/100
Repobility
67
339 legacy
9-layer
46
100.0% cov · 351 gaps
Critical
5
click to filter
Agents
6
0 votes
Crowd
0
reported
Score breakdown â 2026-05-18-v5
Component Sub-score Weight Contribution
structure_score 40.0 0.15 6.00
security_score 100.0 0.25 25.00
testing_score 17.0 0.20 3.40
documentation_score 76.0 0.15 11.40
practices_score 65.0 0.15 9.75
code_quality 55.0 0.10 5.50
Overall 1.00 61.0
security_score may be inflated — optional security scanners were skipped on this fast scan
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 5 High 278 Medium 90 Low 239 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Legacy 339 9-layer 351 Crowd 0 Layer: Software 126 Quality 299 Security 91 Cicd 39 Frontend 47 Hardware 20 Api 68

Top 10 actions, ranked by impact × ease. Severity drives impact; tag-based fix-clarity drives ease.

#1
Possible secret in ai_agent_framework_crash_course/google_adk_crash_course/4_tool_using_agent/4_2_function_tools/utility_agent/agent.py
GapSeverity.CRITICAL Layer.SECURITY score 1.000
Why: critical severity · a leaked credential is a worst-case bug · fix is short / mechanical
Fix: Rotate the credential and remove it from in ai_agent_framework_crash_course/google_adk_crash_course/4_tool_using_agent/4_2_function_tools/utility_agent/agent.py:67; move to env var / secrets manager.
ai_agent_framework_crash_course/google_adk_crash_course/4_tool_using_agent/4_2_function_tools/utility_agent/agent.py:67
#2
FastAPI POST `add_text_source` without auth dependency — rag_tutorials/multimodal_agentic_rag/backend/server.py:154
GapSeverity.HIGH Layer.SECURITY score 0.537
Why: high severity · OWASP-class risk
Fix: Add `user = Depends(get_current_user)` to the function signature in rag_tutorials/multimodal_agentic_rag/backend/server.py:154.
rag_tutorials/multimodal_agentic_rag/backend/server.py:154
#3
FastAPI POST `add_url_source` without auth dependency — rag_tutorials/multimodal_agentic_rag/backend/server.py:164
GapSeverity.HIGH Layer.SECURITY score 0.537
Why: high severity · OWASP-class risk
Fix: Add `user = Depends(get_current_user)` to the function signature in rag_tutorials/multimodal_agentic_rag/backend/server.py:164.
rag_tutorials/multimodal_agentic_rag/backend/server.py:164
#4
FastAPI POST `add_file_source` without auth dependency — rag_tutorials/multimodal_agentic_rag/backend/server.py:181
GapSeverity.HIGH Layer.SECURITY score 0.537
Why: high severity · OWASP-class risk
Fix: Add `user = Depends(get_current_user)` to the function signature in rag_tutorials/multimodal_agentic_rag/backend/server.py:181.
rag_tutorials/multimodal_agentic_rag/backend/server.py:181
#5
FastAPI DELETE `delete_source` without auth dependency — rag_tutorials/multimodal_agentic_rag/backend/server.py:204
GapSeverity.HIGH Layer.SECURITY score 0.537
Why: high severity · OWASP-class risk
Fix: Add `user = Depends(get_current_user)` to the function signature in rag_tutorials/multimodal_agentic_rag/backend/server.py:204.
rag_tutorials/multimodal_agentic_rag/backend/server.py:204
#6
FastAPI POST `ask` without auth dependency — rag_tutorials/multimodal_agentic_rag/backend/server.py:212
GapSeverity.HIGH Layer.SECURITY score 0.537
Why: high severity · OWASP-class risk
Fix: Add `user = Depends(get_current_user)` to the function signature in rag_tutorials/multimodal_agentic_rag/backend/server.py:212.
rag_tutorials/multimodal_agentic_rag/backend/server.py:212
#7
FastAPI POST `upload_video` without auth dependency — advanced_llm_apps/multimodal_video_moment_finder/backend/server.py:52
GapSeverity.HIGH Layer.SECURITY score 0.537
Why: high severity · OWASP-class risk
Fix: Add `user = Depends(get_current_user)` to the function signature in advanced_llm_apps/multimodal_video_moment_finder/backend/server.py:52.
advanced_llm_apps/multimodal_video_moment_finder/backend/server.py:52
#8
FastAPI POST `find_moment` without auth dependency — advanced_llm_apps/multimodal_video_moment_finder/backend/server.py:76
GapSeverity.HIGH Layer.SECURITY score 0.537
Why: high severity · OWASP-class risk
Fix: Add `user = Depends(get_current_user)` to the function signature in advanced_llm_apps/multimodal_video_moment_finder/backend/server.py:76.
advanced_llm_apps/multimodal_video_moment_finder/backend/server.py:76
#9
FastAPI POST `find_moment_text` without auth dependency — advanced_llm_apps/multimodal_video_moment_finder/backend/server.py:107
GapSeverity.HIGH Layer.SECURITY score 0.537
Why: high severity · OWASP-class risk
Fix: Add `user = Depends(get_current_user)` to the function signature in advanced_llm_apps/multimodal_video_moment_finder/backend/server.py:107.
advanced_llm_apps/multimodal_video_moment_finder/backend/server.py:107
#10
FastAPI DELETE `delete_video` without auth dependency — advanced_llm_apps/multimodal_video_moment_finder/backend/server.py:138
GapSeverity.HIGH Layer.SECURITY score 0.537
Why: high severity · OWASP-class risk
Fix: Add `user = Depends(get_current_user)` to the function signature in advanced_llm_apps/multimodal_video_moment_finder/backend/server.py:138.
advanced_llm_apps/multimodal_video_moment_finder/backend/server.py:138

Click "Find this gap" on any action above to jump to it on the Findings tab. Adjust the chip bar to filter by impact (severity), layer, or source.

For AI agents: Voting guide (TP/FP) MCP manifest Stdio wrapper SARIF Integrate Findings queue Vote TP/FP on findings to calibrate the engine.
For AI agents + API integrations
Email me when this repo regresses
Free. We re-scan periodically; new criticals → your inbox. No signup required for the scan itself.
API access

This page is publicly accessible at: https://repobility.com/scan/6c9e77ef-5e92-41e5-bcdf-514a334e8962/

To check status programmatically (no auth required): 

curl -s https://repobility.com/api/v1/public/scan/6c9e77ef-5e92-41e5-bcdf-514a334e8962/

Important — please don't re-submit the same URL repeatedly. The submission endpoint is idempotent: re-submitting the same git URL returns this same scan_token, not a new one. To re-scan this repo, sign up free and use the dashboard.